{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.font_manager as font_manager\n",
    "import matplotlib.image as mpimg\n",
    "import matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.font_manager as font_manager\n",
    "\n",
    "font_dirs = ['/home/xilinx/jupyter_notebooks/skynet-p768', ]\n",
    "font_files = font_manager.findSystemFonts(fontpaths=font_dirs)\n",
    "font_list = font_manager.createFontList(font_files)\n",
    "font_manager.fontManager.ttflist.extend(font_list)\n",
    "\n",
    "plt.rcParams['font.family'] = 'Linux Biolinum T'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "LinBiolinumT28 = font_manager.FontProperties(fname='LinBiolinumT.ttf', size=28)\n",
    "LinBiolinumT24 = font_manager.FontProperties(fname='LinBiolinumT.ttf', size=24)\n",
    "LinBiolinumT18 = font_manager.FontProperties(fname='LinBiolinumT.ttf', size=18)\n",
    "colors = ['purple', 'navy', 'deepskyblue', 'darkslategray', 'green', 'gold', 'darkorange', 'tomato']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8e7abe48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "for i in range(4):\n",
    "    v = 700 + i*50\n",
    "    result = np.genfromtxt('txt.2021.11.21/{}.txt'.format(v),delimiter='\\t',dtype=np.float)\n",
    "    x = result[:,1]\n",
    "    y = result[:,3]\n",
    "    plt.scatter(x, y, s = 10, label = '{}mV'.format(v), color=colors[i])\n",
    "plt.xticks(FontProperties=LinBiolinumT24)\n",
    "plt.xlabel(\"Frequency(MHz)\", FontProperties=LinBiolinumT24)\n",
    "plt.yticks(FontProperties=LinBiolinumT24)\n",
    "plt.ylabel(\"Top1 Accuracy(%)\", FontProperties=LinBiolinumT24)\n",
    "plt.legend(loc=\"lower left\", prop=LinBiolinumT18, frameon=True)\n",
    "plt.gcf().savefig(\"pdf/accuracy.pdf\", format=\"pdf\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8ea55588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "for i in range(4):\n",
    "    v = 700 + i*50\n",
    "    result = np.genfromtxt('txt.2021.11.21/{}.txt'.format(v),delimiter='\\t',dtype=np.float)\n",
    "    x = result[:,1]\n",
    "    y = result[:,2]\n",
    "    plt.scatter(x, y, s = 15, label = '{}mV'.format(v), color=colors[i])\n",
    "plt.xticks(FontProperties=LinBiolinumT24)\n",
    "plt.xlabel(\"Frequency(MHz)\", FontProperties=LinBiolinumT24)\n",
    "plt.yticks(FontProperties=LinBiolinumT24)\n",
    "plt.ylabel(\"Performance(FPS)\", FontProperties=LinBiolinumT24)\n",
    "plt.legend(loc=\"upper left\", prop=LinBiolinumT18, frameon=True)\n",
    "plt.gcf().savefig(\"pdf/performance.pdf\", format=\"pdf\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8ea39c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "for i in range(4):\n",
    "    v = 700 + i*50\n",
    "    result = np.genfromtxt('txt.2021.11.21/{}.txt'.format(v),delimiter='\\t',dtype=np.float)\n",
    "    x = result[:,1]\n",
    "    y = result[:,4]\n",
    "    plt.scatter(x, y, s = 15, label = '{}mV'.format(v), color=colors[i])\n",
    "plt.xticks(FontProperties=LinBiolinumT24)\n",
    "plt.xlabel(\"Frequency(MHz)\", FontProperties=LinBiolinumT24)\n",
    "plt.yticks(FontProperties=LinBiolinumT24)\n",
    "plt.ylabel(\"Power(mW)\", FontProperties=LinBiolinumT24)\n",
    "plt.legend(loc=\"upper left\", prop=LinBiolinumT18, frameon=True)\n",
    "plt.gcf().savefig(\"pdf/power.pdf\", format=\"pdf\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8e9eea20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "for i in range(4):\n",
    "    v = 700 + i*50\n",
    "    result = np.genfromtxt('txt.2021.11.21/{}.txt'.format(v),delimiter='\\t',dtype=np.float)\n",
    "    x = result[:,1]\n",
    "    y = result[:,5]/1000\n",
    "    plt.scatter(x, y, s = 15, label = '{}mV'.format(v), color=colors[i])\n",
    "plt.xticks(FontProperties=LinBiolinumT24)\n",
    "plt.xlabel(\"Frequency(MHz)\", FontProperties=LinBiolinumT24)\n",
    "plt.yticks(FontProperties=LinBiolinumT24)\n",
    "plt.ylabel(\"Energy(mJ/img)\", FontProperties=LinBiolinumT24)\n",
    "plt.legend(loc=\"upper right\", prop=LinBiolinumT18, frameon=True)\n",
    "plt.gcf().savefig(\"pdf/energy.pdf\", format=\"pdf\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8e7b55c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,8))\n",
    "for i in range(4):\n",
    "    v = 700 + i*50\n",
    "    result = np.genfromtxt('txt.2021.11.21/{}.txt'.format(v),delimiter='\\t',dtype=np.float)\n",
    "    x = result[:,1]\n",
    "    y1 = result[:,4]\n",
    "    plt.plot(x, y1, ms = 15, label = '{}mV Power'.format(v), color=colors[i])\n",
    "plt.legend(loc=\"upper left\", prop=LinBiolinumT18, frameon=True)\n",
    "for i in range(4):\n",
    "    v = 700 + i*50\n",
    "    result = np.genfromtxt('txt/{}.txt'.format(v),delimiter='\\t',dtype=np.float)\n",
    "    x = result[:,1]\n",
    "    y2 = result[:,5]\n",
    "    plt.plot(x, y2, ms = 15, label = '{}mV Energy'.format(v), color=colors[i+4])\n",
    "plt.legend(loc=\"upper left\", prop=LinBiolinumT18, frameon=True)\n",
    "\n",
    "plt.xticks(FontProperties=LinBiolinumT24)\n",
    "plt.xlabel(\"Frequency(MHz)\", FontProperties=LinBiolinumT24)\n",
    "plt.yticks(FontProperties=LinBiolinumT24)\n",
    "plt.ylabel(\"Power(mW)\", FontProperties=LinBiolinumT24)\n",
    "\n",
    "plt.yticks(FontProperties=LinBiolinumT24)\n",
    "plt.ylabel(\"Power(mW)\", FontProperties=LinBiolinumT24)\n",
    "\n",
    "plt.gcf().savefig(\"pdf/power.pdf\", format=\"pdf\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8e78f358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(10,7))\n",
    "ax2 = ax1.twinx()  # 创建共用x轴的第二个y轴\n",
    "\n",
    "for i in range(4):\n",
    "    v = 700 + i*50\n",
    "    result = np.genfromtxt('txt.2021.11.21/{}.txt'.format(v),delimiter='\\t',dtype=np.float)\n",
    "    x = result[:,1]\n",
    "    y1 = result[:,4]\n",
    "    ax1.plot(x, y1, ms = 15, label = '{}mV Power'.format(v), color=colors[i])\n",
    "\n",
    "for i in range(4):\n",
    "    v = 700 + i*50\n",
    "    result = np.genfromtxt('txt.2021.11.21/{}.txt'.format(v),delimiter='\\t',dtype=np.float)\n",
    "    x = result[:,1]\n",
    "    y2 = result[:,5]/1000\n",
    "    ax2.plot(x, y2, ms = 15, label = '{}mV Energy'.format(v), color=colors[i+4])\n",
    "\n",
    "ax1.legend(loc=\"upper center\", prop=LinBiolinumT18, frameon=True)\n",
    "ax2.legend(loc=\"center\", prop=LinBiolinumT18, frameon=True)\n",
    "ax1.set_xlabel(\"Frequency (MHz)\", size=24)\n",
    "ax1.set_ylabel(\"Power (mW)\", size=24)\n",
    "ax2.set_ylabel('Energy (mJ/img)', size = 24)\n",
    "\n",
    "\n",
    "ax1.tick_params(axis='x', labelsize = 22)\n",
    "ax1.tick_params(axis='y', labelsize = 22)\n",
    "ax2.tick_params(axis='y', labelsize = 22)\n",
    "\n",
    "fig.tight_layout()\n",
    "plt.gcf().savefig(\"pdf/power-energy.pdf\", format=\"pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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